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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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A. S. Ibrahim

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Open access 2026

A Confidence-Aware Hybrid OCR and Visual Retrieval Framework for Arabic Document Images

The paper will suggest and mathematically model a confidence-aware hybrid retrieval system in Arabic document images with the use of keyword queries, and presents Arabic-oriented framework, reproducible evaluation protocol, measured auxiliary evidence and the identification of the dedicated Arabic retrieval benchmark that will be needed to complete target-domain validation.

A. S. Ibrahim · 0 citations

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